UTV Expansion Pack: Special-purpose rank-revealing algorithms

被引:0
|
作者
Ricardo D. Fierro
Per Christian Hansen
机构
[1] California State University San Marcos,Department of Mathematics
[2] Technical University of Denmark,Informatics and Mathematical Modelling
来源
Numerical Algorithms | 2005年 / 40卷
关键词
rank-revealing decompositions; up- and downdating; rank reduction; noise reduction; Lanczos algorithms;
D O I
暂无
中图分类号
学科分类号
摘要
This collection of Matlab 7.0 software supplements and complements the package UTV Tools from 1999, and includes implementations of special-purpose rank-revealing algorithms developed since the publication of the original package. We provide algorithms for computing and modifying symmetric rank-revealing VSV decompositions, we expand the algorithms for the ULLV decomposition of a matrix pair to handle interference-type problems with a rank-deficient covariance matrix, and we provide a robust and reliable Lanczos algorithm which – despite its simplicity – is able to capture all the dominant singular values of a sparse or structured matrix. These new algorithms have applications in signal processing, optimization and LSI information retrieval.
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页码:47 / 66
页数:19
相关论文
共 20 条
  • [1] UTV expansion pack: Special-purpose rank-revealing algorithms
    Fierro, RD
    Hansen, PC
    [J]. NUMERICAL ALGORITHMS, 2005, 40 (01) : 47 - 66
  • [2] UTV Tools: Matlab templates for rank-revealing UTV decompositions
    Ricardo D. Fierro
    Per Christian Hansen
    Peter Søren Kirk Hansen
    [J]. Numerical Algorithms, 1999, 20 : 165 - 194
  • [3] UTV tools: Matlab templates for rank-revealing UTV decompositions
    Fierro, RD
    Hansen, PC
    Hansen, PSK
    [J]. NUMERICAL ALGORITHMS, 1999, 20 (2-3) : 165 - 194
  • [4] Algorithm 1022: Efficient Algorithms for Computing a Rank-Revealing UTV Factorization on Parallel Computing Architectures
    Heavner, N.
    Igual, F. D.
    Quintana-Orti, G.
    Martinsson, P. G.
    [J]. ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 2022, 48 (02):
  • [5] randUTV: A Blocked Randomized Algorithm for Computing a Rank-Revealing UTV Factorization
    Martinsson, P. G.
    Quintana-Orti, G.
    Heavner, H.
    [J]. ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 2019, 45 (01):
  • [6] New parallel (rank-revealing) QR factorization algorithms
    da Cunha, RD
    Becker, D
    Patterson, JC
    [J]. EURO-PAR 2002 PARALLEL PROCESSING, PROCEEDINGS, 2002, 2400 : 677 - 686
  • [7] Parallel algorithms for computing rank-revealing QR factorizations
    Quintana-Orti, G
    Quintana-Orti, ES
    [J]. WORKSHOP ON HIGH PERFORMANCE COMPUTING AND GIGABIT LOCAL AREA NETWORKS, 1997, 226 : 122 - 137
  • [8] Efficient algorithms for computing rank-revealing factorizations on a GPU
    Heavner, Nathan
    Chen, Chao
    Gopal, Abinand
    Martinsson, Per-Gunnar
    [J]. NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS, 2023, 30 (06)
  • [9] Efficient algorithms for computing a strong rank-revealing QR factorization
    Gu, M
    Eisenstat, SC
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1996, 17 (04): : 848 - 869
  • [10] IMPLEMENTATION OF ALGORITHMS FOR PROGRAMMABLE SPECIAL-PURPOSE PROCESSORS
    ANISIMOV, AV
    SMOLOV, VB
    [J]. AVTOMATIKA I VYCHISLITELNAYA TEKHNIKA, 1983, (03): : 52 - 54